{"id":"W4402794088","doi":"10.2196/56844","title":"Virtual Reality Simulation in Undergraduate Health Care Education Programs: Usability Study","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Usability; Health care; Virtual reality; Computer science; Medical education; Psychology; Human–computer interaction; Medicine; World Wide Web; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00115726,0.0001692529,0.000202045,0.0002387881,0.0001329862,0.0003109621,0.0005192086,0.0001182205,0.00002007342],"category_scores_gemma":[0.0004494944,0.0001553296,0.00005542412,0.001455933,0.00006856315,0.0007195398,0.000106774,0.000349365,0.0000538076],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009575984,"about_ca_system_score_gemma":0.009797982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001657191,"about_ca_topic_score_gemma":0.001008599,"domain_scores_codex":[0.9972046,0.000392829,0.0006043847,0.0006808887,0.000811286,0.0003060151],"domain_scores_gemma":[0.9984265,0.0001341696,0.0001003494,0.000736873,0.0001746503,0.0004274579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004620079,0.002951868,0.002048144,0.0001055602,0.000005850509,4.519575e-7,0.01423886,0.0001116342,0.00000102545,0.03395427,0.001630456,0.9449472],"study_design_scores_gemma":[0.001433096,0.002923644,0.3467346,0.001505806,0.00002949398,0.00002503272,0.03823885,0.4395688,0.00001288341,0.0480324,0.120307,0.001188499],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7489195,0.001439898,0.1415136,0.09587716,0.002854593,0.006481572,0.000005142669,0.0008721577,0.002036455],"genre_scores_gemma":[0.9972163,0.00002341262,0.0004862605,0.0009666476,0.0002336933,0.0008413998,0.0001178189,0.0000121003,0.0001022978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9437588,"threshold_uncertainty_score":0.9958155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207081405892419,"score_gpt":0.4207142156033214,"score_spread":0.3886434015443972,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}